Towards constraining warm dark matter with stellar streams through
neural simulation-based inference

Towards constraining warm dark matter with stellar streams through neural simulation-based inference

30 November 2020

Christoph Weniger

Papers citing "Towards constraining warm dark matter with stellar streams through neural simulation-based inference"

14 / 14 papers shown

Title
Discriminative versus Generative Approaches to Simulation-based Inference Benjamin Sluijter S. Diefenbacher W. Bhimji Benjamin Nachman 48 0 0 11 Mar 2025
Simulation-based inference using surjective sequential neural likelihood estimation Simon Dirmeier Carlo Albert Fernando Perez-Cruz 28 6 0 02 Aug 2023
Amortized Variational Inference with Coverage Guarantees Yash P. Patel Declan McNamara J. Loper Jeffrey Regier Ambuj Tewari BDL 31 0 0 23 May 2023
Sampling-Based Accuracy Testing of Posterior Estimators for General Inference Pablo Lemos A. Coogan Y. Hezaveh Laurence Perreault Levasseur 37 30 0 06 Feb 2023
Misspecification-robust Sequential Neural Likelihood for Simulation-based Inference Ryan P. Kelly David J. Nott David T. Frazier D. Warne Christopher C. Drovandi 25 10 0 31 Jan 2023
A Deep Learning Method for Comparing Bayesian Hierarchical Models Lasse Elsemüller Martin Schnuerch Paul-Christian Burkner Stefan T. Radev BDL 17 9 0 27 Jan 2023
Fast and robust Bayesian Inference using Gaussian Processes with GPry Jonas El Gammal Nils Schöneberg J. Torrado C. Fidler GP 37 15 0 03 Nov 2022
Contrastive Neural Ratio Estimation for Simulation-based Inference Benjamin Kurt Miller Christoph Weniger Patrick Forré 32 15 0 11 Oct 2022
Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation Arnaud Delaunoy Joeri Hermans François Rozet Antoine Wehenkel Gilles Louppe 39 30 0 29 Aug 2022
Machine Learning and Cosmology C. Dvorkin S. Mishra-Sharma Brian D. Nord V. A. Villar Camille Avestruz ... A. Ćiprijanović Andrew J. Connolly L. Garrison G. Narayan F. Villaescusa-Navarro AI4CE 26 12 0 15 Mar 2022
A Trust Crisis In Simulation-Based Inference? Your Posterior Approximations Can Be Unfaithful Joeri Hermans Arnaud Delaunoy François Rozet Antoine Wehenkel Volodimir Begy Gilles Louppe 64 38 0 13 Oct 2021
Inferring dark matter substructure with astrometric lensing beyond the power spectrum S. Mishra-Sharma 40 11 0 04 Oct 2021
Truncated Marginal Neural Ratio Estimation Benjamin Kurt Miller A. Cole Patrick Forré Gilles Louppe Christoph Weniger 39 37 0 02 Jul 2021
The frontier of simulation-based inference Kyle Cranmer Johann Brehmer Gilles Louppe AI4CE 24 825 0 04 Nov 2019